{"id":"W3212868920","doi":"10.2217/fon-2021-0592","title":"Patterns of Colorectal Cancer Diagnosis Among Younger Adults in a Real-World, Population-Based Cohort","year":2021,"lang":"en","type":"article","venue":"Future Oncology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Quartile; Colorectal cancer; Population; Odds ratio; Demography; Logistic regression; Retrospective cohort study; Socioeconomic status; Internal medicine; Cohort; Cancer; Confidence interval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001370514,0.0001351842,0.0004768169,0.0002071843,0.00003416993,0.000004768752,0.00004634171,0.0002211755,0.0007843794],"category_scores_gemma":[0.00007515967,0.0001294501,0.0001093591,0.0005434416,0.00002499529,0.00004975609,0.00002395075,0.0002804641,0.000002432392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006644943,"about_ca_system_score_gemma":0.0004168065,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03509061,"about_ca_topic_score_gemma":0.3197181,"domain_scores_codex":[0.9987927,0.0001199515,0.0003402016,0.0003307353,0.0002000479,0.0002163597],"domain_scores_gemma":[0.9992463,0.0001568525,0.0001542059,0.000166049,0.0001853902,0.00009123146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002882732,0.0002237708,0.9836411,0.00009384997,0.00005086784,0.0001429974,0.0001944268,0.00006551194,0.0001855535,0.00001929349,0.0003984649,0.01210145],"study_design_scores_gemma":[0.00231449,0.001035781,0.9885511,0.0002586679,0.00009995291,0.00001426244,0.0001746807,0.0004303333,0.004302743,0.000005639633,0.002696081,0.0001162537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950624,0.0003060262,0.00001545256,0.001405045,0.001006863,0.0003856783,0.00004683616,0.00005049806,0.001721172],"genre_scores_gemma":[0.9975347,0.0002441991,0.0002440901,0.0003496382,0.0005474609,0.0007000914,0.0001650755,0.00002025786,0.0001945187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2846275,"threshold_uncertainty_score":0.9713348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136903409401499,"score_gpt":0.3020783204879855,"score_spread":0.2907092863939705,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}